{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Mapping Data to a Cartesian Grid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# In this notebook, we will show how to map data in Antenna coordinates to\n",
    "# a Cartesian grid using Py-ART's map submodule."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "## You are using the Python ARM Radar Toolkit (Py-ART), an open source\n",
      "## library for working with weather radar data. Py-ART is partly\n",
      "## supported by the U.S. Department of Energy as part of the Atmospheric\n",
      "## Radiation Measurement (ARM) Climate Research Facility, an Office of\n",
      "## Science user facility.\n",
      "##\n",
      "## If you use this software to prepare a publication, please cite:\n",
      "##\n",
      "##     JJ Helmus and SM Collis, JORS 2016, doi: 10.5334/jors.119\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# First import needed modules\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pyart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Read the data that is in antenna coordinates.\n",
    "radar = pyart.io.read(\"110635.mdv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Py-ART has the Grid object which has characteristics that are similar to that of the\n",
    "# Radar object, except that the data are stored in Cartesian coordinates instead of the\n",
    "# radar's coordinates. Much like the Radar object, the fields are accessible by simply\n",
    "# accessing grid.fields['field_name']['data'], and the object contains parameters such as the\n",
    "# radar's location and projection."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\sherm\\documents\\dev\\pyart\\pyart\\map\\gates_to_grid.py:160: DeprecationWarning: Barnes weighting function is deprecated. Please use Barnes 2 to be consistent with Pauley and Wu 1990.\n",
      "  warnings.warn(\"Barnes weighting function is deprecated.\"\n"
     ]
    }
   ],
   "source": [
    "# We can create a Grid object from a Radar object by using pyart.map.grid_from_radars()\n",
    "# Grid shape is the amount of points within a dimension. Grid limits is the dimension limits\n",
    "# in meters.\n",
    "grid = pyart.map.grid_from_radars(radar, grid_shape=(41, 201, 201), \n",
    "                                  grid_limits=((0.,20000,), (-100000., 100000.), (-100000, 100000.)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-100000.,  -99000.,  -98000.,  -97000.,  -96000.,  -95000.,\n",
       "        -94000.,  -93000.,  -92000.,  -91000.,  -90000.,  -89000.,\n",
       "        -88000.,  -87000.,  -86000.,  -85000.,  -84000.,  -83000.,\n",
       "        -82000.,  -81000.,  -80000.,  -79000.,  -78000.,  -77000.,\n",
       "        -76000.,  -75000.,  -74000.,  -73000.,  -72000.,  -71000.,\n",
       "        -70000.,  -69000.,  -68000.,  -67000.,  -66000.,  -65000.,\n",
       "        -64000.,  -63000.,  -62000.,  -61000.,  -60000.,  -59000.,\n",
       "        -58000.,  -57000.,  -56000.,  -55000.,  -54000.,  -53000.,\n",
       "        -52000.,  -51000.,  -50000.,  -49000.,  -48000.,  -47000.,\n",
       "        -46000.,  -45000.,  -44000.,  -43000.,  -42000.,  -41000.,\n",
       "        -40000.,  -39000.,  -38000.,  -37000.,  -36000.,  -35000.,\n",
       "        -34000.,  -33000.,  -32000.,  -31000.,  -30000.,  -29000.,\n",
       "        -28000.,  -27000.,  -26000.,  -25000.,  -24000.,  -23000.,\n",
       "        -22000.,  -21000.,  -20000.,  -19000.,  -18000.,  -17000.,\n",
       "        -16000.,  -15000.,  -14000.,  -13000.,  -12000.,  -11000.,\n",
       "        -10000.,   -9000.,   -8000.,   -7000.,   -6000.,   -5000.,\n",
       "         -4000.,   -3000.,   -2000.,   -1000.,       0.,    1000.,\n",
       "          2000.,    3000.,    4000.,    5000.,    6000.,    7000.,\n",
       "          8000.,    9000.,   10000.,   11000.,   12000.,   13000.,\n",
       "         14000.,   15000.,   16000.,   17000.,   18000.,   19000.,\n",
       "         20000.,   21000.,   22000.,   23000.,   24000.,   25000.,\n",
       "         26000.,   27000.,   28000.,   29000.,   30000.,   31000.,\n",
       "         32000.,   33000.,   34000.,   35000.,   36000.,   37000.,\n",
       "         38000.,   39000.,   40000.,   41000.,   42000.,   43000.,\n",
       "         44000.,   45000.,   46000.,   47000.,   48000.,   49000.,\n",
       "         50000.,   51000.,   52000.,   53000.,   54000.,   55000.,\n",
       "         56000.,   57000.,   58000.,   59000.,   60000.,   61000.,\n",
       "         62000.,   63000.,   64000.,   65000.,   66000.,   67000.,\n",
       "         68000.,   69000.,   70000.,   71000.,   72000.,   73000.,\n",
       "         74000.,   75000.,   76000.,   77000.,   78000.,   79000.,\n",
       "         80000.,   81000.,   82000.,   83000.,   84000.,   85000.,\n",
       "         86000.,   87000.,   88000.,   89000.,   90000.,   91000.,\n",
       "         92000.,   93000.,   94000.,   95000.,   96000.,   97000.,\n",
       "         98000.,   99000.,  100000.])"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# If with look at the coordinate data, we can see we have 201 points between\n",
    "# -100000 and 100000 meters.\n",
    "grid.x['data']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\sherm\\Anaconda3\\envs\\pyart_env\\lib\\site-packages\\cartopy\\mpl\\geoaxes.py:782: MatplotlibDeprecationWarning: Passing the minor parameter of set_xticks() positionally is deprecated since Matplotlib 3.2; the parameter will become keyword-only two minor releases later.\n",
      "  return super(GeoAxes, self).set_xticks(xticks, minor)\n",
      "C:\\Users\\sherm\\Anaconda3\\envs\\pyart_env\\lib\\site-packages\\cartopy\\mpl\\geoaxes.py:829: MatplotlibDeprecationWarning: Passing the minor parameter of set_yticks() positionally is deprecated since Matplotlib 3.2; the parameter will become keyword-only two minor releases later.\n",
      "  return super(GeoAxes, self).set_yticks(yticks, minor)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# In Py-ART's graphing suite, there is a display class similar to RadarMapDisplay,\n",
    "# but for grids. To plot the grid:\n",
    "fig = plt.figure(figsize=[8, 8])\n",
    "display = pyart.graph.GridMapDisplay(grid)\n",
    "display.plot_grid('reflectivity', level=3, vmin=-20, vmax=60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-50.0, 50.0)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# We can even do both longitudnal and latitudnal slices. Change the lat parameter to view\n",
    "# different portions of the storm!\n",
    "display.plot_latitude_slice('reflectivity', lat=36.75, vmin=0, vmax=60)\n",
    "plt.xlim([-50, 50])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# As you can see, this Grid suffers from gaps in data as well as artificial \"feathers\" near the\n",
    "# top that are simply the result of projecting the data to Cartesian coordinates. We would like\n",
    "# to eliminate these as much as possible. Thankfully, Py-ART let's us, on top of specifying the grid\n",
    "# resolution, also place in a custom radius of influence which controls how many points surrounding\n",
    "# the gate are factored into the interpolation. We can also change the weighting function used to\n",
    "#'nearest neighbor', 'barnes' or 'cressman'. Let's try increasing the minimum radius of influence to 1.75 km\n",
    "# and use Cressman as the weighting function.\n",
    "grid_better = pyart.map.grid_from_radars(\n",
    "    radar, grid_shape=(41, 201, 201), \n",
    "    grid_limits=((0.,20000,), (-100000., 100000.), (-100000, 100000.)),\n",
    "    roi_func='dist_beam', min_radius=1750.0, weighting_function='cressman')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-50.0, 50.0)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# As you can see, most of the artifacts at higher altitudes have been smoothed out, but we\n",
    "# have lost some spatial resolution as a result.\n",
    "display = pyart.graph.GridMapDisplay(grid_better)\n",
    "display.plot_latitude_slice('reflectivity', lat=36.75, vmin=0, vmax=60)\n",
    "plt.xlim([-50, 50])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
